Showing 2024Show all
2 papers · 1 filter
stat.ME2024
Powerful batch conformal prediction for classification
Ulysse Gazin, Ruth Heller, Etienne Roquain +1
In a split conformal framework with classes, a calibration sample of labeled examples is observed for inference on the label of a new unlabeled example. We explore the sett…
math.ST2024
Selecting informative conformal prediction sets with false coverage rate control
Ulysse Gazin, Ruth Heller, Ariane Marandon +1
In supervised learning, including regression and classification, conformal methods provide prediction sets for the outcome/label with finite sample coverage for any machine learnin…